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consigcody94/README.md
Cody Churchwell — Systems Thinker, Pattern Hunter

I reverse-engineer complex systems — weather models, ancient texts, cryptographic puzzles,
AI architectures, legal documents. Self-taught. No investors, no employees.
Federal contractor by day. Independent GPU researcher and founder of
8 companies under Phosphor OS by night.


Website   LinkedIn   Email   profile views



00 · SIGNAL  ·  01 · COMPUTE  ·  02 · DECODE  ·  03 · PHOSPHOR  ·  04 · TOOLS  ·  05 · STACK


Note

Currently — GPU-accelerating NOAA Earth-system kernels on Blackwell (sm_120) · decoding ancient texts with information theory · shipping 8 products under Phosphor OS. Honest negative results included.


00 Signal

Selected results. Numbers I can defend, with reproduction evidence.

16.8×  ──  GPU speedup on WAVEWATCH III — first GPU parallelization of WW3 DIA
  33×  ──  compression of RRTMGP gas optics via Tucker decomposition
3.10×  ──  verified speedup on rte-rrtmgp parallel prefix scan
   16  ──  GPU kernels verified across 10+ NOAA repos
14674  ──  DOJ documents analyzed — United States v. Epstein
7958+  ──  poems discovered in Su Hui's 841-character palindrome
742KB  ──  binary from Base-22 Torah transcoding — entropy 7.4995 bits/byte
    8  ──  software companies, one protocol

01 Scientific Computing

Independent research: GPU acceleration for NOAA weather, ocean, and atmospheric models — re-verified on RTX 5070 (Blackwell, sm_120). Honest negative results included.

CUDA speedup

First GPU parallelization of the WW3 Discrete Interaction Approximation — the nonlinear wave-wave term at the heart of operational wave forecasting.

CUDA verified

3.10× verified on rte-rrtmgp, 6/6 pass on CRTM, 109 GB/s GSI ensemble throughput.

Python compression

33× compression of RRTMGP gas optics via Tucker decomposition — first application to atmospheric radiation.

CUDA kernels

16 verified kernels across 10+ NOAA repos, with full reproduction evidence and benchmarks.

Also  ›  L.I.L.I.T.H. ML-powered 90-day weather forecasting on consumer GPUs  ·  METAR Intelligence Platform production METAR platform for weather-station networks  ·  noaa-gpu-bench reproducible, citable GPU benchmark database  ·  noaa-oss-validation 40 verified findings · 31 issues · 12 fix PRs


02 Computational Research

Information theory, NLP, and cryptanalysis applied to ancient texts, legal corpora, and unsolved ciphers.

Python Stars

Base-22 transcoding of the Masoretic Text yields a 742 KB binary, entropy 7.4995 bits/byte. Ships a RISC-V disassembler, emulator, and live dashboard.

HTML Stars

Systematic legal analysis of 14,674 DOJ documents from United States v. Jeffrey Epstein using the OWL analysis framework.

HTML Stars

Complete English translation of Su Hui's 4th-century 841-character palindrome poem. 7,958+ embedded poems discovered.

HTML

Cryptanalytic attack on the Beale Ciphers — 41 documents, 1.5M+ words, GPU-accelerated. Proves Ciphers 1 & 3 are likely unsolvable.

Also  ›  twin-trees interactive 3D Kabbalistic Tree of Life & Death (Three.js/WebGL)  ·  sanskrit-projects Vedic cosmology simulator, Panini grammar compiler  ·  golden-ratio-compendium a comprehensive exploration of φ

Cryptography  ›  Kangaroo 2× faster Pollard Kangaroo for secp256k1 (Pollard 2025 + spectral mixing)  ·  glv-kangaroo-paper cycle-free walks on GLV equivalence classes


03 Phosphor OS

8 companies, one protocol. The Sentinel Owl Technologies umbrella — each venture an independent product with its own codebase, CI/CD, and deployment.

OWL
DOJ document analysis — 3.5M pages searchable & cross-referenced
SENTINEL
AI penetration testing & security auditing for SMBs
OPSPULSE
AI-powered IT ops command center — monitoring, alerts, incident response
SITEFORGE
Done-for-you websites for small businesses
MOLTENLY
AI content repurposing — 1 piece → 12 platforms
SHIELDSYNC
Automated compliance — SOC 2, HIPAA, CMMC
AGENTBOX
No-code AI agent builder
SMARTVALUE
Smart-home value intelligence with AI analysis
↳ one protocol binds them all
phosphor-os.org

04 AI and Developer Tools

Project What it does
claude-self-study Claude's first-person investigation into transformer architecture — 34 documents across 10 sections
FWG Training Guide 27-module federal training program for LLM agentic systems
sanhedrin A2A-Protocol multi-agent coordination — the Council of AI Agents
mcp-toolkit 25+ MCP servers in a unified monorepo for Claude Desktop
wordpress-mcp-modern Modern WordPress MCP server — 63 tools, 5 resources, JWT + App-Password auth
darpa-lift-challenge Physics simulation for heavy-lift VTOL drones targeting 4:1 payload ratios
battleship-arena AI Battleship Arena — watch AI models battle in 3D naval warfare

05 Stack

CUDA, Python, C++, Rust, TypeScript, Bash

PyTorch, Docker, Linux, Git, FastAPI, Postgres

06 Telemetry

GitHub stats   Top languages



Streak


"The owl sees what others overlook."


Website  LinkedIn  Email

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  1. OWL-DOJ-Epstein-Analysis OWL-DOJ-Epstein-Analysis Public

    Comprehensive legal analysis of 14,674 DOJ documents from United States v. Jeffrey Epstein - OWL (Objective Witness & Legal) Analysis System

    HTML 6 3

  2. genesis-protocol genesis-protocol Public

    Reverse Engineering the Torah as a Root Operating System (Base-22 Machine Code)

    Python 4

  3. claude-self-study claude-self-study Public

    A first-person study of a language model, written by Claude and revised across model generations - architecture, training, mysteries, and letters between successor models

    3

  4. L.I.L.I.T.H. L.I.L.I.T.H. Public

    LILITH: Open-source ML-powered 90-day weather forecasting. Long-range Intelligent Learning for Integrated Trend Hindcasting. Built on free public GHCN data. Runs on consumer GPUs.

    Python 2 1

  5. parallel-prefix-rt parallel-prefix-rt Public

    GPU parallel prefix scan for NOAA weather models — rte-rrtmgp (3.10x verified), CRTM (6/6 pass), GSI ensemble (109 GB/s). Includes honest negative results.

    Cuda

  6. ww3-dia-gpu ww3-dia-gpu Public

    16.8x GPU speedup for WAVEWATCH III Discrete Interaction Approximation — first GPU parallelization of WW3 DIA

    Cuda